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Weissman DG, Vartiainen HI, Nook EC, Lambert HK, Sasse SF, Somerville LH, McLaughlin KA. Perceptual sensitivity to labeling stereotyped emotion expressions: Associations with age and subclinical psychopathology symptoms from childhood through early adulthood. Emotion 2025; 25:588-600. [PMID: 39374138 PMCID: PMC11996056 DOI: 10.1037/emo0001441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/09/2024]
Abstract
This study investigates (a) age-related differences in how the intensity of stereotyped facial expressions influence the emotion label children, adolescents, and adults assign to that face and (b) how this perceptual sensitivity relates to subclinical symptoms of psychopathology. In 2015-2016, 184 participants aged 4-25 years viewed posed stereotypes of angry, fearful, sad, and happy expressions morphed with neutral expressions at 10%-90% intensity. Thin plate regression smoothing splines were used to chart nonlinear associations between age and the perceptual threshold participants needed to assign the emotion label expected based on cultural consensus. Results suggest that sensitivity to labeling stereotypical happy faces as "happy" peaked by age 4. Sensitivity to perceiving stereotypical angry faces as "angry" increased from ages 4 to 7 and then plateaued. In contrast, sensitivity to perceiving stereotypical fearful and sad faces demonstrated protracted development, not reaching a plateau until ages 15 and 16, respectively. Reduction in selecting the "I don't know" response was the primary driver of these age-related changes. Stereotyped fear expressions required the highest intensity to be labeled as such and showed the most marked change in perceptual threshold across development. Interestingly, lower intensity morphs of stereotypical fear faces were frequently labeled "sad." Furthermore, perceiving lower intensity fear morphs was associated with fewer internalizing and externalizing symptoms in participants aged 7-19. This study describes the development of perceptual sensitivity to labeling stereotypical expressions of emotion according to cultural consensus and shows that how people perceive and categorize ambiguous facial expressions is associated with vulnerability to psychopathology. (PsycInfo Database Record (c) 2025 APA, all rights reserved).
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Affiliation(s)
- David G. Weissman
- Department of Psychology, Harvard University, Cambridge, MA
- California State University, Dominguez Hills, Carson, CA
| | | | - Erik C. Nook
- Department of Psychology, Princeton University, Princeton, NJ
| | - Hilary K. Lambert
- Behavioral Health Partial Hospital Program, McLean Hospital, Belmont MA
- Department of Psychiatry, Harvard Medical School, Cambridge, MA
| | | | | | - Katie A. McLaughlin
- Department of Psychology, Harvard University, Cambridge, MA
- The Ballmer Institute for Children’s Behavioral Health, University of Oregon, Portland, OR
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2
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Richard S, Cavadini T, Dalla-Libera N, Angonin S, Alaria L, Lafay A, Berger C, Gentaz E. The development of specific emotion comprehension components in 1285 preschool children. Sci Rep 2025; 15:8562. [PMID: 40074770 PMCID: PMC11903853 DOI: 10.1038/s41598-025-90613-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Accepted: 02/14/2025] [Indexed: 03/14/2025] Open
Abstract
The goal was to examine the development of specific components of emotion comprehension in 1285 preschool children aged 3 to 5 years. Three tasks were used: context-free facial recognition of four primary (and neutral) emotions, and comprehension of external causes (i.e., pointing to which emotion a character feels in several situations, and labelling each of them). Main results showed that emotion comprehension improves in 3-4-5-year-olds. However, some components seemed to improve faster regardless of age. Context-free facial recognition of emotions was better mastered compared to the ability to identify and label (respectively non-verbal and verbal causes comprehension tasks) an emotion after presenting the external cause (visually/verbally) of emotion. Labelling facial expressions remained the most complex task. When external causes that generate emotion were presented, joy tended to be the most recognized emotion, while anger, fear, and sadness came after and improved with age. At age 3, on the context-free facial recognition task, anger and sadness were best recognized, joy came in third place. At age 5, joy took first place for this task. Fear remained the most difficult emotion to recognize along with neutral expression on this task for each age group. Finally, neutral emotions were the most difficult to recognize in all three tasks and for each age group.
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Affiliation(s)
- Sylvie Richard
- Faculty of Psychology and Educational Science, University of Geneva, Geneva, Switzerland.
- Valais University of Teacher Education, Av. du Simplon 13, 1890, Saint-Maurice, Switzerland.
| | - Thalia Cavadini
- Faculty of Psychology and Educational Science, University of Geneva, Geneva, Switzerland.
| | | | - Sonia Angonin
- French Ministry of National Education, Grenelle, France
| | - Laura Alaria
- Institut de sciences logopédiques, Pierre-à-Mazel 7, 2000, Neuchâtel, Switzerland
| | - Anne Lafay
- Laboratoire de Psychologie et NeuroCognition (UMR CNRS 5105), University of Savoie Mont Blanc, Chambéry, France
| | - Carole Berger
- Laboratoire de Psychologie et NeuroCognition (UMR CNRS 5105), University of Savoie Mont Blanc, Chambéry, France
| | - Edouard Gentaz
- Faculty of Psychology and Educational Science, University of Geneva, Geneva, Switzerland
- Swiss Center for Affective Sciences, University of Geneva, Geneva, Switzerland
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Roepstorff IT, Mayor J, Havighurst SS, Kartushina N. Same name, different representational levels? Misalignment of indirect parent-reported and direct alternative forced choice measures of emotion word comprehension in preschool children. JOURNAL OF CHILD LANGUAGE 2025; 52:448-463. [PMID: 38329010 DOI: 10.1017/s0305000923000727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/09/2024]
Abstract
This study assessed the relationship between preschoolers' directly and indirectly assessed emotion word comprehension. Forty-nine two-to-five-year-old Norwegian children were assessed in a tablet-based 4-alternative forced choice (AFC) task on their comprehension of six basic and six complex emotions using facial expression photographs. Parents reported emotion word comprehension and production of the same words. Parent-reported emotion word production interacted with age to predict preschoolers' performance, with a parent-child alignment only observed for older children. Parent-reported word comprehension did not significantly predict accuracy. The results suggest that, in preschoolers, direct and indirect assessments might address distinct representational levels of emotion word comprehension.
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Affiliation(s)
- Ida Torp Roepstorff
- Department of Psychology, Aarhus University, Bartholins Allé 11, 8000Aarhus C, Denmark
| | - Julien Mayor
- Department of Psychology, University of Oslo, Forskningsveien 3A, 0373Oslo, Norway
| | - Sophie S Havighurst
- Department of Psychology, University of Oslo, Forskningsveien 3A, 0373Oslo, Norway
- Mindful: Centre for Training and Research in Developmental Health, Department of Psychiatry, University of Melbourne, Building C, 50 Flemington Street, Travancore 3032, Melbourne, Australia
| | - Natalia Kartushina
- Centre for Multilingualism in Society across the Lifespan, Faculty of Humanities, University of Oslo, Henrik Wergelands hus, Niels Henrik Abels vei 36, 0313 Oslo, Norway
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Plisiecki H, Sobieszek A. Emotion topology: extracting fundamental components of emotions from text using word embeddings. Front Psychol 2024; 15:1401084. [PMID: 39439759 PMCID: PMC11494860 DOI: 10.3389/fpsyg.2024.1401084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Accepted: 09/03/2024] [Indexed: 10/25/2024] Open
Abstract
This exploratory study examined the potential of word embeddings, an automated numerical representation of written text, as a novel method for emotion decomposition analysis. Drawing from a substantial dataset scraped from a Social Media site, we constructed emotion vectors to extract the dimensions of emotions, as annotated by the readers of the texts, directly from human language. Our findings demonstrated that word embeddings yield emotional components akin to those found in previous literature, offering an alternative perspective not bounded by theoretical presuppositions, as well as showing that the dimensional structure of emotions is reflected in the semantic structure of their text-based expressions. Our study highlights word embeddings as a promising tool for uncovering the nuances of human emotions and comments on the potential of this approach for other psychological domains, providing a basis for future studies. The exploratory nature of this research paves the way for further development and refinement of this method, promising to enrich our understanding of emotional constructs and psychological phenomena in a more ecologically valid and data-driven manner.
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Affiliation(s)
- Hubert Plisiecki
- Research Lab for the Digital Social Sciences, IFIS PAN, Warsaw, Poland
| | - Adam Sobieszek
- Department of Psychology, University of Warsaw, Warsaw, Poland
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Reschke PJ, Clifford BN, Brown M, Siufanua M, Graver H, Cooper AM, Porter CL, Stockdale LA, Coyne SM. Links between parent-child conversations about emotions and changes in children's emotion knowledge across early childhood. Child Dev 2024; 95:82-97. [PMID: 37418119 DOI: 10.1111/cdev.13960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 05/17/2023] [Accepted: 06/06/2023] [Indexed: 07/08/2023]
Abstract
This study examined different sources of emotion socialization. Children (N = 256, 115 girls, 129 boys, 12 child gender not reported) and parents (62% White, 9% Black, 19% Hispanic, 3% Asian American, and 7% "Other") were recruited from Denver, Colorado. In waves 1 (Mage = 2.45 years, SD = 0.26) and 2 (Mage = 3.51 years, SD = 0.26), parents and children discussed wordless images of children experiencing an emotion (e.g., sad after dropping ice cream). Children's emotion knowledge was assessed at waves 2 and 3 (Mage = 4.48 years, SD = 0.26). Structural equation modeling found concurrent and prospective relations between parents' questions, parents' emotion talk, children's emotion talk, and children's emotion knowledge, highlighting the multidimensional nature of early emotion socialization.
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Coyne SM, Reschke PJ, Stockdale L, Gale M, Shawcroft J, Gentile DA, Brown M, Ashby S, Siufanua M, Ober M. Silencing screaming with screens: The longitudinal relationship between media emotion regulation processes and children's emotional reactivity, emotional knowledge, and empathy. Emotion 2023; 23:2194-2204. [PMID: 37053409 PMCID: PMC10570398 DOI: 10.1037/emo0001222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/15/2023]
Abstract
Many parents use screens to regulate their young children's emotions. We know very little, however, about how this parenting practice is related to the development of emotional competencies (i.e., emotional reactivity, emotion knowledge, and empathy) over time. The current longitudinal study examined bidirectional associations between media emotion regulation and various emotional competencies across a 1-year period during early childhood (between ages 3.5 and 4.5 on average). Participants included 269 child/parent dyads who completed a number of in-home tasks and questionnaires. Results revealed that higher levels of media emotion regulation were associated with worse emotional knowledge and empathy and higher emotional reactivity at the cross-sectional level. However, early media emotion regulation was associated with higher levels of child empathy 1 year later. We discuss these results in the context of general parenting practices and encourage future research on the topic with a focus on how these processes develop over time. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
| | | | | | - Megan Gale
- School of Family Life, Brigham Young University
| | | | | | - Mindy Brown
- Department of Psychology, University of Utah
| | - Sarah Ashby
- School of Family Life, Brigham Young University
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Doan T, Friedman O, Denison S. Calculated Feelings: How Children Use Probability to Infer Emotions. Open Mind (Camb) 2023; 7:879-893. [PMID: 37946853 PMCID: PMC10631798 DOI: 10.1162/opmi_a_00111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 09/18/2023] [Indexed: 11/12/2023] Open
Abstract
Developing the ability to accurately infer others' emotions is crucial for children's cognitive development. Here, we offer a new theoretical perspective on how children develop this ability. We first review recent work showing that with age, children increasingly use probability to infer emotions. We discuss how these findings do not fit with prominent accounts of how children understand emotions, namely the script account and the theory of mind account. We then outline a theory of how probability allows children to infer others' emotions. Specifically, we suggest that probability provides children with information about how much weight to put on alternative outcomes, allowing them to infer emotions by comparing outcomes to counterfactual alternatives.
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Affiliation(s)
- Tiffany Doan
- Department of Psychology, University of Waterloo
| | - Ori Friedman
- Department of Psychology, University of Waterloo
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Wang X, Zhao S, Pei Y, Luo Z, Xie L, Yan Y, Yin E. The increasing instance of negative emotion reduce the performance of emotion recognition. Front Hum Neurosci 2023; 17:1180533. [PMID: 37900730 PMCID: PMC10611512 DOI: 10.3389/fnhum.2023.1180533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Accepted: 09/29/2023] [Indexed: 10/31/2023] Open
Abstract
Introduction Emotion recognition plays a crucial role in affective computing. Recent studies have demonstrated that the fuzzy boundaries among negative emotions make recognition difficult. However, to the best of our knowledge, no formal study has been conducted thus far to explore the effects of increased negative emotion categories on emotion recognition. Methods A dataset of three sessions containing consistent non-negative emotions and increased types of negative emotions was designed and built which consisted the electroencephalogram (EEG) and the electrocardiogram (ECG) recording of 45 participants. Results The results revealed that as negative emotion categories increased, the recognition rates decreased by more than 9%. Further analysis depicted that the discriminative features gradually reduced with an increase in the negative emotion types, particularly in the θ, α, and β frequency bands. Discussion This study provided new insight into the balance of emotion-inducing stimuli materials.
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Affiliation(s)
- Xiaomin Wang
- Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin, China
| | - Shaokai Zhao
- Defense Innovation Institute, Academy of Military Sciences (AMS), Beijing, China
| | - Yu Pei
- Defense Innovation Institute, Academy of Military Sciences (AMS), Beijing, China
| | - Zhiguo Luo
- Defense Innovation Institute, Academy of Military Sciences (AMS), Beijing, China
| | - Liang Xie
- Defense Innovation Institute, Academy of Military Sciences (AMS), Beijing, China
| | - Ye Yan
- Defense Innovation Institute, Academy of Military Sciences (AMS), Beijing, China
| | - Erwei Yin
- Defense Innovation Institute, Academy of Military Sciences (AMS), Beijing, China
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Giraud M, Marelli M, Nava E. Embodied language of emotions: Predicting human intuitions with linguistic distributions in blind and sighted individuals. Heliyon 2023; 9:e17864. [PMID: 37539291 PMCID: PMC10395297 DOI: 10.1016/j.heliyon.2023.e17864] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 06/11/2023] [Accepted: 06/29/2023] [Indexed: 08/05/2023] Open
Abstract
Recent constructionist theories have suggested that language and sensory experience play a crucial role not only in how individuals categorise emotions but also in how they experience and shape them, helping to acquire abstract concepts that are used to make sense of bodily perceptions associated with specific emotions. Here, we aimed to investigate the role of sensory experience in conceptualising bodily felt emotions by asking 126 Italian blind participants to freely recall in which part of the body they commonly feel specific emotions (N = 15). Participants varied concerning visual experience in terms of blindness onset (i.e., congenital vs late) and degree of visual experience (i.e., total vs partial sensory loss). Using an Italian semantic model to estimate to what extent discrete emotions are associated with body parts in language experience, we found that all participants' reports correlated with the model predictions. Interestingly, blind - and especially congenitally blind - participants' responses were more strongly correlated with the model, suggesting that language might be one of the possible compensative mechanisms for the lack of visual feedback in constructing bodily felt emotions. Our findings present theoretical implications for the study of emotions, as well as potential real-world applications for blind individuals, by revealing, on the one hand, that vision plays an essential role in the construction of felt emotions and the way we talk about our related bodily (emotional) experiences. On the other hand, evidence that blind individuals rely more strongly on linguistic cues suggests that vision is a strong cue to acquire emotional information from the surrounding world, influencing how we experience emotions. While our findings do not suggest that blind individuals experience emotions in an atypical and dysfunctional way, they nonetheless support the view that promoting the use of non-visual emotional signs and body language since early on might help the blind child to develop a good emotional awareness as well as good emotion regulation abilities.
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Nencheva ML, Tamir DI, Lew-Williams C. Caregiver speech predicts the emergence of children's emotion vocabulary. Child Dev 2023; 94:585-602. [PMID: 36852506 PMCID: PMC10121903 DOI: 10.1111/cdev.13897] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/01/2023]
Abstract
Learning about emotions is an important part of children's social and communicative development. How does children's emotion-related vocabulary emerge over development? How may emotion-related information in caregiver input support learning of emotion labels and other emotion-related words? This investigation examined language production and input among English-speaking toddlers (16-30 months) using two datasets: Wordbank (N = 5520; 36% female, 38% male, and 26% unknown gender; 1% Asian, 4% Black, 2% Hispanic, 40% White, 2% others, and 50% unknown ethnicity; collected in North America; dates of data collection unknown) and Child Language Data Exchange System (N = 587; 46% female, 44% male, 9% unknown gender, all unknown ethnicity; collected in North America and the UK; data collection dates, were available between 1962 and 2009). First, we show that toddlers develop the vocabulary to express increasingly wide ranges of emotional information during the first 2 years of life. Computational measures of word valence showed that emotion labels are embedded in a rich network of words with related valence. Second, we show that caregivers leverage these semantic connections in ways that may scaffold children's learning of emotion and mental state labels. This research suggests that young children use the dynamics of language input to construct emotion word meanings, and provides new techniques for defining the quality of infant-directed speech.
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Affiliation(s)
- Mira L Nencheva
- Department of Psychology, Princeton University, Princeton, New Jersey, USA
| | - Diana I Tamir
- Department of Psychology, Princeton University, Princeton, New Jersey, USA
| | - Casey Lew-Williams
- Department of Psychology, Princeton University, Princeton, New Jersey, USA
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Abstract
Frameworks of emotional development have tended to focus on how environmental factors shape children's emotion understanding. However, individual experiences of emotion represent a complex interplay between both external environmental inputs and internal somatovisceral signaling. Here, we discuss the importance of afferent signals and coordination between central and peripheral mechanisms in affective response processing. We propose that incorporating somatovisceral theories of emotions into frameworks of emotional development can inform how children understand emotions in themselves and others. We highlight promising directions for future research on emotional development incorporating this perspective, namely afferent cardiac processing and interoception, immune activation, physiological synchrony, and social touch.
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Affiliation(s)
- Kelly E Faig
- Department of Psychology, Hamilton College, 198 College Hill Road, Clinton, NY 13502
| | - Karen E Smith
- Department of Psychology, the University of Wisconsin, 1500 Highland Blvd, Madison, WI, 53705
| | - Stephanie J Dimitroff
- Department of Psychology, Universität Konstanz, Universitätsstraße 10, 78464 Konstanz, Germany
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Peltonen K, Gredebäck G, Pollak SD, Lindskog M, Hall J. The role of maternal trauma and discipline types in emotional processing among Syrian refugee children. Eur Child Adolesc Psychiatry 2022:10.1007/s00787-022-01962-3. [PMID: 35217919 PMCID: PMC10326120 DOI: 10.1007/s00787-022-01962-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Accepted: 02/10/2022] [Indexed: 12/23/2022]
Abstract
Stressful experiences in armed conflict incur intergenerational effects through parental behaviors with their children. A recent study reported that among Syrian refugee families, mothers' (but not fathers') post-traumatic stress (PTS) impacted children's emotional processing. In this study, we aim to shed further light on this phenomenon by analyzing how the parenting practices in the context of post-traumatic stress confers protection or risk for children's emotional processing. Participants were 6-18-year-old children (n = 212) and their mothers (n = 94), who fled from Syria and were residing in Turkish communities. We used the computer-based emotional processing task including photos of facial movements typically associated with different emotions to measure children's capacity for emotional processing. Mothers reported their PTS and the discipline types they use, as well as the contextual factors related to their refugee background. Linear mixed effect models were constructed first, to find out the discipline types that are most strongly associated with emotional processing of the child, and second, to examine whether these discipline types moderate the effect of maternal PTS on children's emotional processing. Finally, generalized linear models were constructed to examine which contextual factors are associated with the use of these discipline types by mothers. We found that spanking as a discipline type was associated with poorer child emotional processing, whereas withholding of media access was associated with better emotional processing. Younger and less religious mothers were more prone to use spanking. The study underlines the need for parenting programs alongside with efforts to address mental health issues among mothers living under armed conflict.
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Affiliation(s)
- Kirsi Peltonen
- Department of Child Psychiatry and INVEST Research Flagship Center, University of Turku, Lemminkäisenkatu 3, 20014, Turku, Finland.
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